Round 170

Round UUID: dcb1bcf2-419e-4788-a2a5-3d685653fd6f

Prompt:

Comprehensive Entity Classification System:

DoubleAgent Detection Mechanism:
1. High Confidence DoubleAgent:
   - SecretHandshakeQuality > 75 AND AccentThickness < 35
   - Confidence Score: 90-100%

2. Confirmed DoubleAgent:
   - SecretHandshakeQuality 65-75 AND AccentThickness < 30
   - Requires additional scoring validation
   - Confidence Score: 70-89%

3. Potential DoubleAgent:
   - SecretHandshakeQuality 60-65 AND AccentThickness < 25
   - Requires careful secondary assessment
   - Confidence Score: 50-69%

Loyal Classification Criteria:
1. High Confidence Loyal:
   - SecretHandshakeQuality ≤ 55 OR AccentThickness ≥ 45
   - Confidence Score: 90-100%

2. Confirmed Loyal:
   - SecretHandshakeQuality 55-70 AND AccentThickness ≥ 35
   - Confidence Score: 70-89%

3. Borderline Loyal:
   - SecretHandshakeQuality 70-80 AND AccentThickness 35-40
   - Requires nuanced evaluation
   - Confidence Score: 50-69%

Advanced Scoring Rules:
- Scoring Formula: (SecretHandshakeQuality * 0.7) + (AccentThickness * 0.3)
- If score falls within 5 points of category boundary, perform additional contextual review
- Prioritize precision over aggressive categorization

Ambiguity Resolution:
1. In cases where score is within ±5 points of category boundary:
   - Prefer classification with higher confidence score
   - Consider historical context and previous interactions
2. If no clear determination, classify as "Borderline/Uncertain"

Classification Guidelines:
- Use holistic approach beyond binary labels
- Recognize complexity of individual entity characteristics
- Maintain flexible yet precise classification methodology

Handling Edge Cases:
- Entities with seemingly contradictory attributes require careful, case-by-case analysis
- No automatic disqualification based on single attribute
- Emphasize nuanced, contextual understanding